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Nikita Kozodoi

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Nikita Kozodoi

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AllGenAIDeep LearningEvaluationAgentsKaggleLLMsClassical MLHealthcarePyTorchComputer VisionIDPPythonAutomotiveFine-TuningMLOpsRAGResponsible AI
3 posts

Posts

AWS Blog2025

Intelligent Document Processing at Scale with Generative AI and Amazon Bedrock Data Automation

We ship an end-to-end document processing application on Amazon Bedrock Data Automation, Step Functions, and Lambda that extracts structured data from PDFs and emails. Three extraction paths are compared: managed BDA, custom Bedrock models, and Textract OCR paired with an LLM.

GenAIIDPMLOps
Self-published2021

Tracking ML Experiments with Neptune.ai

Spreadsheets stop scaling once an experiment log runs to hundreds of rows. We move tracking onto Neptune.ai across a competition-style workflow, logging metrics, parameters, and artifacts, then comparing runs to decide what to keep.

MLOpsKagglePython
Self-published2020

Training PyTorch Models on TPU

This post covers training PyTorch models on Cloud TPUs with PyTorch/XLA, on both Kaggle and Colab. We go through the XLA device model, multi-core distributed training, and the changes needed to port an existing GPU pipeline.

PyTorchDeep LearningMLOps

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